AItechnologyrecipe extraction

How AI Recipe Extraction Works

Nibbley Team · 15 March 2026 · 5 min read

When you paste a TikTok link into Nibbley and get a perfectly formatted recipe card back, it might feel like magic. But behind the scenes, there’s some fascinating AI technology making it happen.

The Challenge

Recipe content comes in wildly different formats:

Videos where ingredients are mentioned verbally
Images with recipe text overlaid
Blog posts buried under paragraphs of life stories
Social media captions with inconsistent formatting
Handwritten recipe cards from your grandmother

A traditional web scraper can handle a well-structured recipe blog, but it completely fails with video content, images, and informal social media posts. That’s where AI comes in.

How It Works

Step 1: Content Identification

When you share a link, Nibbley first determines what type of content it is. A TikTok video needs different processing than a recipe blog. Our system identifies the source and chooses the right extraction pipeline.

Step 2: Content Analysis

For videos, the AI analyses multiple signals:

Speech recognition to capture spoken ingredients and instructions
Visual recognition to identify ingredients shown on screen
On-screen text reading (OCR) for displayed recipe details

For web pages, the AI looks for:

Schema.org recipe markup (the gold standard)
Common recipe plugin formats
Unstructured text that contains recipe-like content

For images, the AI uses:

Optical Character Recognition (OCR) to read text
Visual understanding to identify food items

Step 3: Structuring

Raw extracted text needs to be structured into a proper recipe format. The AI identifies:

Ingredients — distinguishing between ingredient names, quantities, and preparation notes
Steps — ordering instructions logically
Metadata — cooking time, serving size, difficulty level, cuisine type

Step 4: Quality Check

Before presenting the recipe, the AI runs several quality checks:

Are the ingredient quantities reasonable?
Do the steps make logical sense?
Is any critical information missing?

Accuracy and Limitations

No AI system is perfect. Our extraction accuracy varies by source:

Structured recipe websites: 95%+ accuracy
Social media captions: 85-90% accuracy
Video content: 80-90% accuracy
Handwritten recipes: 75-85% accuracy

That’s why Nibbley always lets you review and edit extracted recipes before saving. The AI does the heavy lifting, and you make the final call.

The Future

AI recipe extraction is improving rapidly. We’re working on features like automatic nutritional calculation, allergen detection, and recipe scaling — all powered by the same AI technology that makes saving recipes so effortless today.